As far as I know, there is no way to convert a "SeriesNetwork" to "Network" via inbuilt methods.
As a workaround, you can try extracting the weights and biases of the "SeriesNetwork" and make a custom "Network" using a script like the following:
% Assume 'trainedNet' is your SeriesNetwork object
layers = trainedNet.Layers;
% Create a new Network object
net = network;
numLayers = numel(layers);
net.numLayers = numLayers;
for i = 1:numLayers
layer = layers(i);
% Example for a fully connected layer
if isa(layer, 'nnet.cnn.layer.FullyConnectedLayer')
% Set the layer size
net.layers{i}.size = layer.OutputSize;
% Set weights and biases
net.IW{i,1} = layer.Weights;
net.b{i} = layer.Bias;
end
% Add similar logic for other layer types
end
% Configure input and output settings
net.inputs{1}.size = size(layers(1).InputSize, 1);
net.outputs{numLayers}.size = layers(end).OutputSize;
% You will need to set up connections and transfer functions manually
Hope this helps your use case.
